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2021 Sixth International Conference on Informatics and Computing (ICIC)最新文献

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ICIC 2021 Committees ICIC 2020委员会
Pub Date : 2021-11-03 DOI: 10.1109/icic54025.2021.9632971
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引用次数: 0
Text Preprocessing Impact for Sentiment Classification in Product Review 文本预处理对产品评论情感分类的影响
Pub Date : 2021-11-03 DOI: 10.1109/ICIC54025.2021.9632884
Murahartawaty Arief, Mustafa Bin Matt Deris
In the Covid-19 pandemic situation, the e-commerce platform has significant data of product reviews in real-time. Businesses need rating and review systems to immediately expose their consumers' feelings about their products and services and use every volume of data to strengthen their competitive strategies. Amazon is one platform that can provide a vast quantity of product review data. Unfortunately, data from product reviews are typically unstructured and unmanageable. Therefore, this experimental study observed text preprocessing impact to process unstructured product review data using sentiment classifier Decision Tree, Naïve Bayes, and Support Vector Machine (SVM) with better accuracy. The SVM performed higher evaluation model performance, with an accuracy of 88,13%, but the Naïve Bayes classifier has minimum execution time. Furthermore, the experimental result using our approach TF-IDF for feature extraction may significantly improve classification accuracy. As a result, our approach reveals that a good text preprocessing sequence is critical to the classifier's prediction performance for unstructured product review data.
在新冠疫情下,电商平台实时拥有大量产品评论数据。企业需要评级和审查系统,以立即暴露消费者对其产品和服务的感受,并利用每一份数据来加强其竞争战略。亚马逊是一个可以提供大量产品评论数据的平台。不幸的是,来自产品评审的数据通常是非结构化和难以管理的。因此,本实验研究观察了文本预处理对使用情感分类器决策树、Naïve贝叶斯和支持向量机(SVM)处理非结构化产品评论数据的影响,其精度更高。SVM具有更高的评价模型性能,准确率为88.13%,而Naïve贝叶斯分类器的执行时间最短。此外,使用我们的TF-IDF方法进行特征提取的实验结果可以显著提高分类精度。因此,我们的方法表明,良好的文本预处理序列对于分类器对非结构化产品评论数据的预测性能至关重要。
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引用次数: 0
Management of Access Control for Decentralized Online Educations using Blockchain Technology 基于区块链技术的分散式在线教育访问控制管理
Pub Date : 2021-11-03 DOI: 10.1109/ICIC54025.2021.9632999
Lista Meria, Q. Aini, Nuke Puji Lestari Santoso, Untung Raharja, S. Millah
The rapid development of information technology opens up opportunities for the development of better services in the field of education. With internet services, the information that students have is not limited by space, place, time and distance. Created a network that does not have a service provider acting as a central authority and users have access to control information that avoids the presence of third parties. An alternative solution to today’s centralized networked learning systems uses the efficient and distributed Decentralized Online Educations (DOE). This platform uses blockchain technology as an educational data storage system that is used to solve academic privacy issues in a decentralized system. This study, created a manageable and auditable access control framework for Decentralized Online Education (DOE) using blockchain technology to discuss the definition of privacy policy.
资讯科技的迅速发展,为教育领域提供更好的服务提供了机会。有了互联网服务,学生所拥有的信息不受空间、地点、时间和距离的限制。创建了一个没有服务提供商作为中心权威的网络,用户可以访问控制信息,从而避免第三方的存在。当今集中式网络学习系统的另一种解决方案是使用高效和分布式的分散式在线教育(DOE)。该平台使用区块链技术作为教育数据存储系统,用于解决分散系统中的学术隐私问题。本研究使用区块链技术为分散式在线教育(DOE)创建了一个可管理和可审计的访问控制框架,以讨论隐私政策的定义。
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引用次数: 26
Design of Blockchain Implementation for Supervision of Vaccine Distribution: Indonesia Case 区块链实施疫苗分销监管的设计:印度尼西亚案例
Pub Date : 2021-11-03 DOI: 10.1109/ICIC54025.2021.9632990
Lukman Rosyidi, Warsono, M. S. Romadhon
Vaccination is still one of the most reliable ways to deal with pandemic outbreak. The vaccine distribution process involves a lot of data from various parties, which must be maintained its validity and security to provide a basis for making the right public health decisions. Blockchain technology can be a solution to secure data and build trust between parties because data do not only hold on one party but distributed to all parties with cryptographic security. This study aims to design an architectural model of blockchain system for supervision of vaccine distribution by taking Indonesia as the case of implementation. It uses analytical study to identify the possible problems and the stakeholders involved. As the result, it proposed the type of blockchain and the architecture that are most suitable for use in the supervision system. By making valid data readily available to policy and decision makers, it can facilitate evidence-based decisions on public health.
疫苗接种仍然是应对大流行爆发的最可靠方法之一。疫苗分发过程涉及来自各方的大量数据,必须保持其有效性和安全性,为做出正确的公共卫生决策提供基础。区块链技术可以成为保护数据和在各方之间建立信任的解决方案,因为数据不仅保留在一方,而且通过加密安全分发给所有各方。本研究旨在以印度尼西亚为实施案例,设计区块链疫苗配送监管体系的架构模型。它使用分析研究来识别可能的问题和涉及的利益相关者。因此,提出了最适合在监管系统中使用的区块链类型和架构。通过向政策制定者和决策者随时提供有效数据,它可以促进在公共卫生方面作出基于证据的决策。
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引用次数: 0
Examining the Adoption of Mobile Payment Service: Expectation Confirmation Model with Trust 考察移动支付服务的采用:带信任的期望确认模型
Pub Date : 2021-11-03 DOI: 10.1109/ICIC54025.2021.9632968
Albertus Dwiyoga Widiantoro, FX Hendra Prasetya, Bernardinus Harnadi
This study has an objective to examine the acceptance of mobile payment services by employing a modified ECM model with Trust. Several related studies on e-commerce and mobile payment have been investigated to derive important variables which can be employed on a wanted model. The model expresses the effect of customers' trust on their satisfaction in using mobile payment services and their continuance intention in using it. The online questionnaires constructed based on the proposed model were distributed to mobile payment users to gather their perceptions in using it. The 338 questionnaires gathered were analyzed statistically by SEM to test the hypotheses of the study. The results of the analysis reveal that customers' trust is a significant variable to enhance customers' satisfaction and continuance intention in using mobile payment services. Other output refer that Trust and Confirmation have a direct effect on the Perceived Usefulness of the services. Furthermore, both Perceived Usefulness and Trust will make consumers feel satisfied and tend to continuance their intention in using mobile payment services. This study contributes to financial service providers in delivering an obviousness, how was the trust of services can make consumers feel satisfy and use the service continually.
本研究的目的是通过采用带有信任的修正ECM模型来检验移动支付服务的接受程度。对电子商务和移动支付的几个相关研究进行了调查,得出了可以用于通缉模型的重要变量。该模型表达了顾客信任对其使用移动支付服务的满意度和持续使用意愿的影响。基于所提出的模型构建的在线问卷被分发给移动支付用户,以收集他们对使用移动支付的看法。通过扫描电镜对收集到的338份问卷进行统计分析,验证研究的假设。分析结果表明,顾客信任是提升顾客满意度和继续使用移动支付服务意愿的重要变量。其他结果表明,信任和确认对服务的感知有用性有直接影响。此外,感知有用性和信任都会让消费者感到满意,并倾向于继续使用移动支付服务。本研究有助于金融服务提供者提供一个显而易见的,如何是信任的服务,使消费者感到满意和持续使用的服务。
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引用次数: 0
Health Care Mobile Application Development for Sub-District Primary Health Care: How and Why 医疗保健移动应用程序开发的街道初级卫生保健:如何和为什么
Pub Date : 2021-11-03 DOI: 10.1109/ICIC54025.2021.9632883
Eka Miranda, Mediana Aryuni, Richard Richard, Adrian Giovanny Tanara
Telemedicine refers to remote clinical services. Telemedicine technology was frequently used for consultation and other clinical services that could be delivered remotely. This research aimed to develop a health care mobile application for sub-district primary health care. This application could be considered as an additional channel for health care services to relate healthcare personnel and patients without boundaries. The main features were developed namely Registration, Consultation, Visiting schedule, Referral hospital and News. System Development Life Cycle (SDLC) waterfall was performed as an application development method. Evaluation based on the User Experience Questionnaire (UEQ) method was performed to evaluate the application result. User experience evaluation based on UEQ approach was revealed the acceptance of users for this application on attractive and novelty aspect shown positive result but on the other hand negative result shown for perspicuity, efficiency, dependability and stimulation aspects.
远程医疗是指远程临床服务。远程医疗技术经常用于可远程提供的会诊和其他临床服务。本研究旨在为街道初级卫生保健开发一个卫生保健移动应用程序。该应用程序可被视为医疗保健服务的另一个渠道,使医疗保健人员和患者之间无边界地联系起来。主要功能有:挂号、会诊、就诊日程、转诊医院和新闻。系统开发生命周期(SDLC)瀑布作为一种应用程序开发方法。采用用户体验问卷(UEQ)方法对应用效果进行评价。基于UEQ方法的用户体验评价显示,用户对该应用的接受度在吸引力和新颖性方面显示出积极的结果,而在清晰度、效率、可靠性和刺激方面显示出消极的结果。
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引用次数: 0
Convolutional Neural Network for Predicting Sentiment: Case Study in Tourism 基于卷积神经网络的情绪预测:以旅游业为例
Pub Date : 2021-11-03 DOI: 10.1109/ICIC54025.2021.9632887
M. Rusandi, E. Sutoyo, Vandha Widartha
As a country with much natural wealth, Indonesia tries to utilize beach tourism in Bali to attract tourists. One of the websites in the tourism sector that is widely used by the world community today is TripAdvisor. Through TripAdvisor, tourists can find information about the beaches in Bali. Each beach has reviews written by tourists who have visited. However, reviews on TripAdvisor are unreliable and even biased. Therefore, Sentiment Analysis of Beach Reviews in Bali on the TripAdvisor Website can be a solution. This study uses real datasets from the TripAdvisor website in tourist reviews of the five most favorite beaches in Bali: Seminyak, Nusa Dua, Double Six, Kelingking, and Canggu. The research used the Convolutional Neural Network (CNN) architecture to produce positive and negative label predictions. The sentiment analysis results are visualized into a graph that describes tourist opinions on the five most favorite beaches in Bali. This study also measures the performance of the CNN model in making predictions. The accuracy obtained is 88% on Seminyak beach, 90% on Nusa Dua beach, 90% on Double Six beach, 87% on Kelingking Beach, and 85% on Canggu Beach. The CNN model performance measurement also produces precision, recall, and ROC curve on each beach.
作为一个拥有丰富自然财富的国家,印尼试图利用巴厘岛的海滩旅游来吸引游客。在旅游领域,今天被全世界广泛使用的网站之一是TripAdvisor。通过TripAdvisor,游客可以找到有关巴厘岛海滩的信息。每个海滩都有游客的评论。然而,TripAdvisor上的评论并不可靠,甚至带有偏见。因此,TripAdvisor网站上对巴厘岛海滩评论的情感分析可能是一个解决方案。这项研究使用了TripAdvisor网站上对巴厘岛最受欢迎的五个海滩的游客评论的真实数据集:水明漾、努沙杜瓦、Double Six、Kelingking和苍谷。该研究使用卷积神经网络(CNN)架构来产生积极和消极的标签预测。情感分析结果被可视化成一个图表,描述了游客对巴厘岛最受欢迎的五个海滩的看法。本研究还测量了CNN模型在预测中的性能。结果表明,水明漾海滩的准确度为88%,努沙杜瓦海滩为90%,双六海滩为90%,可灵景海滩为87%,苍谷海滩为85%。CNN模型的性能测量也会在每个海滩上产生精度、召回率和ROC曲线。
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引用次数: 0
Scrum Team Ownership Maturity Analysis on Achieving Goal 实现目标的Scrum团队所有权成熟度分析
Pub Date : 2021-11-03 DOI: 10.1109/ICIC54025.2021.9632969
Dennis Michael, Erick Dazki, Handri Santoso, R. E. Indrajit
Many companies have used the Scrum framework for system and product development. In the implementation of the scrum framework, we often encounter obstacles and challenges in the field, one of them is a sense of belonging to the team’s work itself. The scrum team should act on their own and already know what to do on each sprint. They are already committed to what they think can be accomplished and can be helped by feeling ownership of the work they do each sprint. If the Scrum team is committed to the work to be carried out, over time it will certainly foster a sense of ownership within the Scrum team itself, including satisfaction with the results they have achieved. The most important thing to a Scrum Team is to remember, that the team is to take ownership of themselves. They are responsible for their own accountability, If they are to be truly self-directed. A lot of research has been done to determine the maturity level of a scrum team with their respective methods such as the Scrum Maturity Model and Agile Maturity Model but not related to team ownership.
许多公司已经将Scrum框架用于系统和产品开发。在scrum框架的实施过程中,我们经常会遇到现场的障碍和挑战,其中之一就是对团队工作本身的归属感。scrum团队应该独立行动,并且已经知道在每个sprint中要做什么。他们已经致力于他们认为可以完成的事情,并且可以通过感觉自己对每个sprint所做的工作的所有权来帮助他们。如果Scrum团队致力于要完成的工作,随着时间的推移,它肯定会在Scrum团队内部培养一种主人翁意识,包括对他们所取得的成果的满意度。对于Scrum团队来说,最重要的是要记住,团队要掌握自己的所有权。他们要对自己的责任负责,如果他们是真正的自我指导。很多研究都是用scrum成熟度模型和敏捷成熟度模型等各自的方法来确定scrum团队的成熟度水平,但与团队所有权无关。
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引用次数: 0
Internet of Things-based Early Warning Car Theft Security System Using Smartphones 基于物联网的智能手机汽车防盗预警系统
Pub Date : 2021-11-03 DOI: 10.1109/ICIC54025.2021.9632901
Zaenal Mutaqin Subekti, Suhadi Suhadi, R. Ramdani, Amat Suroso, Rudi Budi Agung, Miftakhus Surur
Car safety when the owner parked his vehicle on the street or at home is very at risk of theft, if the vehicle does not have a double lock it will result in the car being stolen without the owner’s knowledge. Car theft is caused by several factors, the main factor is the inadequate car security system, so that the car is turned off if there is theft, sometimes the car alarm does not sound. While the remote control is generally only used to open / close doors and still uses infrared sensors which have a limited range. The car security early warning system is a warning / early detection system to see the condition of the car and information on the parking position (idle) starting from the position of the car theft until the vehicle owner finds out quickly and accurately. In previous research, the use of NodeMCU as a motorized vehicle security system was visually connected to a smartphone device. NodeMCU as an Arduino board that has the ability to access Wireless Fidelity. Passive InfraRed sensor is a sensor that is used to detect infrared rays and only receives infrared radiation from the outside, so that the movement of objects can be known. The purpose of this study is to design a smartphone-based car early warning system. Based on the results of testing the tool made, the accuracy of the system used is 90% which is effective for dealing with the movement of parked cars from theft.
汽车安全当车主将车辆停放在街道上或家中时,被盗的风险很大,如果车辆没有双锁,则会在车主不知情的情况下导致汽车被盗。汽车被盗是由几个因素造成的,主要的因素是汽车安全系统不完善,使汽车在发生盗窃时关闭,有时汽车报警器不响。而遥控器一般只用于开门/关门,仍然使用红外传感器,其范围有限。汽车安全预警系统是一种预警/早期检测系统,从汽车被盗的位置开始,看到汽车的状况和停车位置(怠速)的信息,直到车主快速准确地发现。在之前的研究中,使用NodeMCU作为机动车辆安全系统与智能手机设备进行视觉连接。NodeMCU作为Arduino板,具有访问无线保真度的能力。被动式红外传感器是一种用来探测红外线的传感器,它只接收来自外界的红外辐射,从而可以知道物体的运动情况。本研究的目的是设计一个基于智能手机的汽车预警系统。根据所制作工具的测试结果,所使用的系统的准确率为90%,可以有效地处理停放车辆的运动,防止被盗。
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引用次数: 0
[ICIC 2021 Back Cover] [icic2021封底]
Pub Date : 2021-11-03 DOI: 10.1109/icic54025.2021.9632984
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引用次数: 0
期刊
2021 Sixth International Conference on Informatics and Computing (ICIC)
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